Implementing effective temperature calibration in healthcare settings involves a systematic approach to ensure all temperature-dependent medical equipment functions accurately. The process begins with identifying all devices that require temperature calibration and establishing a regular calibration schedule based on manufacturer recommendations and regulatory standards. Utilizing advanced calibration tools and techniques, such as machine learning-based temperature correction systems, can enhance the precision of temperature measurements. For instance, a machine learning-based system for correcting patient body temperature during Continuous Renal Replacement Therapy (CRRT) has been developed to accurately assess and adjust patient temperatures, ensuring effective treatment. Additionally, training staff on proper calibration procedures and maintaining detailed records of calibration activities are essential for compliance and continuous improvement.